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ChatSOP: An SOP-Guided MCTS Planning Framework for Controllable LLM Dialogue Agents

arXiv:2407.03884v4 Announce Type: replace Abstract: Dialogue agents powered by Large Language Models (LLMs) show superior performance in various tasks. Despite the better user understanding and human-like responses, their **lack of controllability** remains a key challenge, often leading to unfocused conversations or task failure. To address this, we introduce Standard Operating Procedure (SOP) to regulate dialogue flow.

arXiv CS 6d ago

Chatlaw: A Multi-Agent Legal Assistant based on a Role-Aligned Mixture-of-Experts Architecture

Announce Type: replace Abstract: Artificial Intelligence (AI) holds great potential in legal services, yet Large Language Models (LLMs) face two major challenges: limited knowledge of the Chinese legal system and vulnerability to hallucinations. To address these issues, we present Chatlaw, a multi-agent legal assistant. Chatlaw's framework is designed to emulate the Standard Operating Procedures (SOP) of real law firms, where different roles (e.g., assistant, researcher, senior lawyer)...

arXiv CS 1d ago

Structured Prompt Optimization Meets Reinforcement Learning for Global and Local Interpretability over Complex Text

arXiv:2605.29076v2 Announce Type: replace Abstract: LLMs have advanced text classification, yet existing paradigms face a trade-off: supervised (label only) fine-tuning is scalable but offers limited reasoning on complex text and lacks broader model transparency, while discrete prompt optimization offers human-readable instructions but struggles with performance and scalability. We introduce eXTC (eXplainable Text Classifier) with three progressive stages: (1) learning a Standard Operating...

arXiv CS 6d ago

Serverless5GC: Private 5G Core Deployment via a Procedure-as-a-Function Architecture

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Disney World guests shaken as rare earthquake near Cuba jolts Florida

Several Walt Disney World attractions were temporarily unavailable Monday afternoon after a rare earthquake near Cuba was felt across Central Florida. Guests visiting Magic Kingdom noticed a number of popular attractions suddenly go offline, including Big Thunder Mountain Railroad, Tiana's Bayou Adventure, TRON Lightcycle Run, Space Mountain, Seven Dwarfs Mine Train and The Barnstormer, according to the Disney site BlogMickey. The attraction closures came shortly after tremors were...

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A walking tour of surveillance infrastructure in Seattle

Note: this guide is a work in progress and may change at any time! We’ve done our best to cite our sources, but this page has not been professionally fact-checked. This workshop was first run as part of two pilot workshops with the Tech Equity Coalition, in partnership with the ACLU of Washington, in October 2019.

Hacker News 8d ago

NEA taps surveillance tech, video analytics to boost fight against rat infestations

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Trace2Skill: Distill Trajectory-Local Lessons into Transferable Agent Skills

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Plan First, Judge Later, Run Better: A DMAIC-Inspired Agentic System for Industrial Anomaly Detection

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arXiv CS 6d ago

NSW Police signals body-worn cameras change after Four Corners investigation

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ABC Australia 8d ago